SOCIAL NETWORK STRUCTURE AND FIRMS’ INTERNATIONALIZATION: NEW INSIGHTS FROM A WHOLE-NETWORK PERSPECTIVE
DOI:
https://doi.org/10.18568/internext.v19i1.760Keywords:
Internationalization, Social Network Structure, Whole-Network PerspectiveAbstract
Objective: The aim of this study was to analyze the social network structure of the oil and gas (O&G) cluster in Rio de Janeiro, Brazil. We explore whether internationalized firms concentrate in specific sections of the social network, and scrutinize whether internationalization is associated with a firm’s attributes and its direct and indirect network ties. Method: This research applies social network analysis, which allows us to identify dense sections, popular nodes, and strategic position. We apply partitioning techniques to determine the extent to which a firm’s internationalization is affected by those to whom it is connected. Main results: Our findings show that internationalized firms concentrate in dense sections of the network, which are characterized by high interconnectedness. Furthermore, there is indicative evidence that interaction among firms and their attributes embedded in the social network structure is associated, at least in part, with the diffusion of internationalization. Relevance / Originality: Most studies targeting the network focus on the so-called ego network. This study applies a whole-network perspective to consider popular communities and central nodes and, ultimately, show how social behavior is diffused within the social network structure. Theoretical / Methodological Contributions: Drawing upon the network theory, we emphasize interdisciplinarity to advance international business (IB) scholarship. In particular, we qualify the Uppsala model’s assumption of network/relational capability, that is, the ability to build, sustain, and coordinate relationships by demonstrating the relevance of the social network structure to the internationalization process.
Downloads
References
Aldrich, H., Zimmer, C., & Jones, T. (1986). Small business still speaks with the same voice: a replication of ‘the voice of small business and the politics of survival.’ The Sociological Review, 34(2), 335-356. https://doi.org/10.1111/j.1467-954X.1986.tb02705.x
Amal, M., Awuah, G. B., Raboch, H., & Andersson, S. (2013). Differences and similarities of the internationalization processes of multinational companies from developed and emerging countries. European Business Review, 25(5), 411-428. https://doi.org/10.1108/EBR-08-2012-0048
Anderson, J., Hakansson, H., & Johanson, J. (1994). Dyadic Business Relationships Within a Business Network Context. Journal of Marketing, 58(4), 1-15. https://doi.org/10.2307/1251912
Anderson, J., & Weitz, B. (1992). The Use of Pledges to Build and Sustain Commitment in Distribution Channels. Journal of Marketing Research, 29(1), 18-34. https://doi.org/10.1177/002224379202900103
Becattini, G., Bellandi, M., & de Propis, L. (2013). Critical Nodes and Contemporary Reflections on Industrial Districts: An Introduction. In Becattini, G., Bellandi, M., & de Propis, L. (Eds.), A Handbook of Industrial Districts. Edward Elgar. https://doi.org/10.4337/9781781007808.00006
Bell, J. (1995). The internationalization of small computer software firms. European Journal of Marketing, 29(8), 60-75. https://doi.org/10.1108/03090569510097556
Bellamy, M. A., & Basole, R. C. (2013). Network analysis of supply chain systems: A systematic review and future research. Systems Engineering, 16(2), 235-249. https://doi.org/10.1002/sys.21238
Bellamy, M. A., Bellamy, M., Ghosh, S., & Hora, M. (2014). The influence of supply network structure on firm innovation. Journal of Operations Management, 32(6), 357-373. https://doi.org/10.1016/j.jom.2014.06.004
Blankenburg Holm, D., Johanson, M., & Kao, P. T. (2015). From outsider to insider: Opportunity development in foreign market networks. Journal of International Entrepreneurship, 13(3), 337-359. https://doi.org/10.1007/s10843-015-0154-8
Blondel, V. D., Guillaume, J. L., Lambiotte, R., & Lefebvre, E. (2008). Fast unfolding of communities in large networks. Journal of Statistical Mechanics: Theory and Experiment, 2008(10), P10008. https://doi.org/10.1088/1742-5468/2008/10/P10008
Borgatti, S. P., & Li, X. (2009). On social network analysis in a supply chain context. Journal of Supply Chain Management, 45(2), 5-22. https://doi.org/10.1111/j.1745-493X.2009.03166.x
Buckley, P. J., Doh, J. P., & Benischke, M. H. (2017). Towards a renaissance in international business research? Big questions, grand challenges, and the future of IB scholarship. Journal of International Business Studies, 48(9), 1045-1064. https://doi.org/10.1057/s41267-017-0102-z
Burt, R. S., & Doreian, P. (1982). Testing a structural model of perception: Conformity and deviance with respect to Journal norms in elite sociological methodology. Quality and Quantity, 16, 109-150. https://doi.org/10.1007/BF00166880
Butts, C. T. (2008). Social network analysis: A methodological introduction. Asian Journal of Social Psychology, 11(1), 13-41. https://doi.org/10.1111/j.1467-839X.2007.00241.x
Butts, C. T., & Butts, M. C. T. (2016). Package ‘sna’. Tools for Social Network Analysis. CRAN.
Canada (2009). Canadian Survey of Innovation and Business Strategy. Government of Canada. Retrieved from: https://www.ic.gc.ca/eic/site/eas-aes.nsf/eng/h_ra02118.html
Carter, C. R., Ellram, L. M., & Tate, W. (2007). The use of social network analysis in logistics research. Journal of Business Logistics, 28(1), 137-168. https://doi.org/10.1002/j.2158-1592.2007.tb00235.x
Chen, H., & Chen, T. J. (1998). Network linkages and location choice in foreign direct investment. Journal of International Business Studies, 29(3), 445-467. https://doi.org/10.1057/palgrave.jibs.8490002
Chetty, S., & Blankenburg Holm, D. (2000). Internationalisation of small to medium-sized manufacturing firms: A network approach. International Business Review, 9(1), 77-93. https://doi.org/10.1016/s0969-5931(99)00030-x
Cook, K. S., & Emerson, R. M. (1978). Power, Equity and Commitment in Exchange Networks. American Sociological Review, 43(5), 721-739. https://doi.org/10.2307/2094546
Coviello, N. E. (2006). The network dynamics of international new ventures. Journal of International Business Studies, 37(5), 713-731. https://doi.org/10.1057/palgrave.jibs.8400219
Coviello, N. E., & Munro, H. (1997). Network relationships and the internationalisation process of small software firms. International Business Review, 6(4), 361-386. https://doi.org/10.1016/S0969-5931(97)00010-3
Cowan, R., Jonard, N., & Zimmermann, J. B. (2007). Bilateral collaboration and the emergence of innovation networks. Management Science, 53(7), 1051-1067. https://doi.org/10.1287/mnsc.1060.0618
Crowder, K., & South, S. J. (2008). Spatial dynamics of white flight: the effects of local and extralocal racial conditions on neighborhood out-migration. American Sociological Review, 73(5), 792-812. https://doi.org/10.1177/000312240807300505
Daraganova, G., Pattison, P., Koskinen, J., Mitchell, B., Bill, A., Watts, M., & Baum, S. (2010). Networks and geography: Modelling community network structures as the outcome of both spatial and network processes. Social Networks, 34(1), 6-17. https://doi.org/10.1016/j.socnet.2010.12.001
Davies, M., & Kandel, D. B. (1981). Parental and Peer Influences on Adolescents’ Educational Plans: Some Further Evidence. American Journal of Sociology, 87(2), 363-387. https://doi.org/10.1086/227462
Dow, M. M., & Eff, E. A. (2008). Global, regional, and local network autocorrelation in the standard cross-cultural sample. Cross-Cultural Research, 42(2), 148-171. https://doi.org/10.1177/1069397107311186
Elango, B., & Pattnaik, C. (2007). Building capabilities for international operations through networks: A study of Indian firms. Journal of International Business Studies, 38(4), 541-555. https://doi.org/10.1057/palgrave.jibs.8400280
Ernst, D. (2002). Global production networks and the changing geography of innovation systems. implications for developing countries. International Journal of Phytoremediation, 11(6), 497-523. https://doi.org/10.1080/10438590214341
Eurostat International Organization (2012). Eurostat International Organization and Sourcing of Business Activities. Eurostat International Organization.
Faulk, L., McGinnis Johnson, J., & Lecy, J. D. (2016). Competitive Advantage in Nonprofit Grant Markets: Implications of Network Embeddedness and Status. International Public Management Journal, 20(2), 261-293. https://doi.org/10.1080/10967494.2016.1141811
Forsgren, M. (1989). Foreign Acquisitions. In Hallen, L. & Johanson, J. (Eds.), Advances in International Marketing (3rd ed., p. 141-159). JAI Press.
Franzese, R. J., Hays, J. C., & Kachi, A. (2012). Modeling history dependence in network-behavior coevolution. Political Analysis, 20(2), 175-190. https://doi.org/10.1093/pan/mpr049
Gao, H., Ren, M., Zhang, J., & Sun, R. (2016). Network gatekeeping in SME exporters’ market entry in China. International Marketing Review, 33(2), 276-297. https://doi.org/10.1108/IMR-06-2014-0191
Ghoshal, S., & Bartlett, C. A. (1990). The Multinational Corporation as an Interorganizational Network. Academy of Management Review, 15(4), 603-625. https://doi.org/10.5465/amr.1990.4310825
Gould, R. (1991). Multiple Networks and Mobilization in the Paris Commune, 1871. American Sociological Review, 56(6), 716-729. https://doi.org/10.2307/2096251
Granovetter, M. (1985). Economic Action and Social Structure: The Problem of Embeddedness Economic Action and Social Structure: The Problem of Embeddedness’. American Journal of Sociology, 91(3), 481-510.
Gulati, R., Nohria, N., & Zaheer, A. (2000). Strategic networks. Strategic Management Journal, 21(3), 203-215. https://doi.org/10.1002/(SICI)1097-0266(200003)21:3<203::AID-SMJ102>3.0.CO;2-K
Håkansson, H., & Ford, D. (2002). How should companies interact in business networks? Journal of Business Research, 55(2), 133-139. https://doi.org/10.1016/S0148-2963(00)00148-X
Hakansson, H., & Henders, B. (1992). International Co-operative relationships in technology development. In Forsgren, M., & Johanson, J. (Eds.), Managing Networks in International Business (p. 32-46). Routledge.
Hanneman, R., & Riddle, M. (2011). Concepts and Measures for Basic Network Analysis. In Scott, J. & Carrington, P. (Eds.), The SAGE Handbook of Social Network Analysis (p. 340-369). Sage.
Hennart, J. F. (2019). Digitalized service multinationals and international business theory. Journal of International Business Studies, 50(8), 1388-1400. https://doi.org/10.1057/s41267-019-00256-2
Holm, D., Eriksson, K., & Johanson, J. (1999). Creating value through mutual commitment to business network relationships. Strategic Management Journal, 20(5), 467-486.
Instituto Brasileiro de Petróleo e Gás (IBP). (2019). A relevância do Petróleo & Gás para o Brasil. IBP.
Isaksen, A., & Karlsen, J. (2012). What Is Regional in Regional Clusters? The Case of the Globally Oriented Oil and Gas Cluster in Agder, Norway. Industry and Innovation, 19(3), 249-263. https://doi.org/10.1080/13662716.2012.669616
Iurkov, V., & Benito, G. R. G. (2018). Domestic alliance networks and regional strategies of MNEs: A structural embeddedness perspective. Journal of International Business Studies, 49(8), 1033-1059. https://doi.org/10.1057/s41267-017-0089-5
Jackson, M. O. (2013). Unraveling Peers and Peer Effects: Comments on Goldsmith-Pinkham and Imbens’ “Social Networks and the Identification of Peer Effects.” Journal of Business and Economic Statistics, 31(3), 270-273.
Johanson, J., & Vahlne, J.-E. (1977). The Internationalization Process of the Firm—A Model of Knowledge Development and Increasing Foreign Market Commitments. Journal of International Business Studies, 8, 23-32. https://doi.org/10.1057/palgrave.jibs.8490676
Johanson, J., & Vahlne, J.-E. (2003). Business relationship learning and commitment in the internationalization process. Journal of International Entrepreneurship, 1(1), 83-101. https://doi.org/10.1023/A:1023219207042
Johanson, J., & Vahlne, J. E. (2009). The Uppsala internationalization process model revisited: From liability of foreignness to liability of outsidership. Journal of International Business Studies, 40(9), 1411-1431. https://doi.org/10.1057/jibs.2009.24
Kano, L. (2018). Global value chain governance: A relational perspective. Journal of International Business Studies, 49(6), 684-705. https://doi.org/10.1057/s41267-017-0086-8
Kano, L., Tsang, E. W. K., & Yeung, H. W. C. (2020). Global value chains: A review of the multi-disciplinary literature. Journal of International Business Studies, 51(4), 577-622. https://doi.org/10.1057/s41267-020-00304-2
Kempe, D., Kleinberg, J., & Tardos, É. (2015). Maximizing the Spread of Influence through a Social Network. Theory of Computing, 11(4), 105-147. https://doi.org/10.4086/toc.2015.v011a004
Ketels, C. H. M., & Memedovic, O. (2008). From clusters to cluster-based economic development. International Journal of Technological Learning, Innovation and Development, 1(3), 375-392. https://doi.org/10.1504/IJTLID.2008.019979
Kogut, B. (2000). The network as knowledge: generative rules and the emergence of structure. Strategic Management Journal, 21(3), 405-425. https://doi.org/10.1002/(SICI)1097-0266(200003)21:3%3C405::AID-SMJ103%3E3.0.CO;2-5
Kurt, Y., & Kurt, M. (2020). Social network analysis in international business research: An assessment of the current state of play and future research directions. International Business Review, 29(2), 101633. https://doi.org/10.1016/j.ibusrev.2019.101633
Larson, A. (1992). Network Dyads in Entrepreneurial Settings: A Study of the Governance of Exchange Relationships. Administrative Science Quarterly, 37(1), 76-104. https://doi.org/10.2307/2393534
Lea, B. R., Yu, W. B., Maguluru, N., & Nichols, M. (2006). Enhancing business networks using social network based virtual communities. Industrial Management and Data Systems, 106(1), 121-138. https://doi.org/10.1108/02635570610641022
Leenders, R. T. A. J. (2002). Modeling social influence through network autocorrelation: Constructing the weight matrix. Social Networks, 24(1), 21-47. https://doi.org/10.1016/S0378-8733(01)00049-1
Marin, A., & Wellman, B. (2011). Social Network Analysis: An Introduction. In Scott, J. & Carrington, P. (Eds.), The SAGE Handbook of Social Network Analysis (p. 11-25). Sage.
Marsden, P. (2005). Recent developments in network measurement. In Carrington, P. J., Scott, J., & Wasserman, S. (Eds.), Models and Methods in Social Network Analysis (p. 8-30). Cambridge University Press.
Mazzola, E., Perrone, G., & Handfield, R. (2018). Change Is Good, But Not Too Much: Dynamic Positioning in the Interfirm Network and New Product Development. Journal of Product Innovation Management, 35(6), 960-982. https://doi.org/10.1111/jpim.12438
Mizruchi, M. S., & Potts, B. B. (1998). Centrality and power revisited: Actor success in group decision making. Social Networks, 20(4), 353-387. https://doi.org/10.1016/S0378-8733(98)00009-4
Mizruchi, M. S., & Stearns, L. B. (2006). The conditional nature of embeddedness: A study of borrowing by large U.S. firms, 1973-1994. American Sociological Review, 71(2), 310-333. https://doi.org/10.1177/000312240607100207
Morgan, R. M., & Hunt, S. D. (1994). The Commitment-Trust Theory of Relationship Marketing. Journal of Marketing, 58(3), 20-38. https://doi.org/10.1177/002224299405800302
Odlin, D., & Benson-Rea, M. (2017). Competing on the edge: Implications of network position for internationalizing small- and medium-sized enterprises. International Business Review, 26(4), 736-748. https://doi.org/10.1016/J.IBUSREV.2017.01.003
Oehme, M., & Bort, S. (2015). SME internationalization modes in the German biotechnology industry: The influence of imitation, network position, and international experience. Journal of International Business Studies, 46(6), 629-655. https://doi.org/10.1057/jibs.2015.8
Ong, X., Freeman, S., Goxe, F., Guercini, S., & Cooper, B. (2022). Outsidership, network positions and cooperation among internationalizing SMEs: An industry evolutionary perspective. International Business Review, 31(3), 101970. https://doi.org/10.1016/J.IBUSREV.2021.101970
Ord, K. (1975). Estimation methods for models of spatial interaction. Journal of the American Statistical Association, 70(349), 120-126. https://doi.org/10.1080/01621459.1975.10480272
Otte, E., & Rousseau, R. (2002). Social network analysis: a powerful strategy, also for the information sciences. Journal of Information Science, 28(6), 441-453. https://doi.org/10.1177/016555150202800601
Oviatt, B. M., & McDougall, P. P. (1994). Toward a Theory of International New ventures. Journal of International Business Studies, 25, 45-64. https://doi.org/10.1057/palgrave.jibs.8490193
Provan, K. G., Fish, A., & Sydow, J. (2007). Interorganizational networks at the network nevel: A review of the empirical literature on whole networks. Journal of Management, 33(3), 479-516. https://doi.org/10.1177/0149206307302554
Provan, K. G., & Kenis, P. (2008). Modes of network governance: Structure, management, and effectiveness. Journal of Public Administration Research and Theory, 18(2), 229-252. https://doi.org/10.1093/jopart/mum015
Robins, G., & Daraganova, G. (2013). Social Selection, Dyadic Covariates, and Geospatial Effects. In Lusher, D., Koskinen, J., & Robins, G. (Eds.), Exponential Random Graph Models for Social Networks Theory, Methods, and Applications (p. 91-101). Cambridge University Press.
Sasson, A., & Blomgren, A. (2011). Knowledge Based Oil and Gas Industry. Research Report. BI Norwegian Business School.
Scott, J. (2000). Social Network Analysis (2nd ed.). SAGE.
Sedziniauskiene, R., Sekliuckiene, J., & Zucchella, A. (2019). Networks’ Impact on the Entrepreneurial Internationalization: A Literature Review and Research Agenda. Management International Review, 59(5), 779-823. https://doi.org/10.1007/s11575-019-00395-6
Sharma, A., Kumar, V., Yan, J., Borah, S. B., & Adhikary, A. (2019). Understanding the structural characteristics of a firm’s whole buyer–supplier network and its impact on international business performance. Journal of International Business Studies, 50(3), 365-392. https://doi.org/10.1057/s41267-019-00215-x
Sharma, D. D., & Blomstermo, A. (2003). The internationalization process of Born Globals: A network view. International Business Review, 12(6), 739-753. https://doi.org/10.1016/j.ibusrev.2003.05.002
Sharma, D. D., & Johanson, J. (1987). Technical consultancy in nternationalization. International Marketing Review, 4(4), 20-29. https://doi.org/10.1108/eb008339
Shi, W., Sun, S. L., Pinkham, B. C., & Peng, M. W. (2014). Domestic alliance network to attract foreign partners: Evidence from international joint ventures in China. Journal of International Business Studies, 45(3), 338-362. https://doi.org/10.1057/jibs.2013.71
Shirokova, G., & McDougall-Covin, P. (2012). The role of social networks and institutions in the internationalization of Russian entrepreneurial firms: Do they matter? Journal of International Entrepreneurship, 10(3), 177-199. https://doi.org/10.1007/s10843-012-0091-8
Silvestre, B., & Dalcol, P. (2010). Innovation in Natural Resource-based Industrial Clusters: A Study of the Brazilian Oil and Gas Sector. International Journal of Management, 27(3).
Sturgeon, T. J. (2002). Modular production networks: A new American model of industrial organization. Industrial and Corporate Change, 11(3), 451-496. https://doi.org/10.1093/icc/11.3.451
US National Organizations Survey (2010). Demonstration Copy. US National Organizations Survey.
Vahlne, J., & Bhatti, W. (2019). Relationship Development: A Micro-Foundation for the Internationalization Process of the Multinational Business Enterprise. Management International Review, 59, 203-228. https://doi.org/10.1007/s11575-018-0373-z
Vahlne, J., & Johanson, J. (2013). The Uppsala model on evolution of the multinational business enterprise – from internalization to coordination of networks. International Marketing Review, 30(3), 189-210. https://doi.org/10.1108/02651331311321963
Vahlne, J., & Johanson, J. (2017). From internationalization to evolution: The Uppsala model at 40 years. In Journal of International Business Studies, 48, 1087-1102. https://doi.org/10.1057/s41267-017-0107-7
Vahlne, J., & Johanson, J. (2019). The Uppsala model: Networks and micro-foundations. Journal of International Business Studies, 51(1), 4-10. https://doi.org/10.1057/s41267-019-00277-x
Vahlne, J., & Johanson, J. (2021). Coping with complexity by making trust an important dimension in governance and coordination. International Business Review, 30(2), 101798. https://doi.org/10.1016/j.ibusrev.2021.101798
Valente, T. W., & Rogers, E. M. (2010). Science Communication Paradigm as an Example of Scientific Growth The Origins and Development of the Diffusion of Innovations, 16(3), 242-273. https://doi.org/10.1177/1075547095016003002
von Tunzelmann, N. (2010). Alignment, Misalignment and Dynamic Network-Based Capabilities. In Dyker, D. (Ed.), Network Dynamics in Emerging Regions of Europe. Imperial College Press. https://doi.org/10.1142/P633
Wang, W., Neuman, E. J., & Newman, D. (2014). Statistical power of the social network autocorrelation model. Social Networks, 38, 88-99. https://doi.org/10.1016/j.socnet.2014.03.004
Wang, Y., & Li-Ying, J. (2014). How do the BRIC countries play their roles in the global innovation arena? A study based on USPTO patents during 1990-2009. Scientometrics, 98, 1065-1083. https://doi.org/10.1007/s11192-013-1141-2
Wasserman, S., & Faust, K. (1994). Social network analysis: Methods and applications (Vol. 8). Cambridge University Press.
Wolfe, D. A., & Gertler, M. S. (2004). Clusters from the inside and out: Local dynamics and global linkages. Urban Studies, 41(5-6), 1071-1093. https://doi.org/10.1080/00420980410001675832
Xavier Molina-Morales, F., Belso-Martínez, J. A., Más-Verdú, F., & Martínez-Cháfer, L. (2015). Formation and dissolution of inter-firm linkages in lengthy and stable networks in clusters. Journal of Business Research, 68(7), 1557-1562. https://doi.org/10.1016/j.jbusres.2015.01.051
Xia, J., Ma, X., Tong, T. W., & Li, W. (2018). Network information and cross-border M&A activities. Global Strategy Journal, 8(2), 301-323. https://doi.org/10.1002/gsj.1182
Yamin, M., & Kurt, Y. (2018). Revisiting the Uppsala internationalization model: Social network theory and overcoming the liability of outsidership. International Marketing Review, 35(1), 2-17. https://doi.org/10.1108/IMR-11-2014-0345
Zafarullah, M., Ali, M., & Young, S. (1998). The internationalization of the small firm in developing countries—exploratory research from Pakistan. Journal of Global Marketing, 11(3), 21-40. https://doi.org/10.1300/J042v11n03_03
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2023 Renan Oliveira, Björn Jindra, Ariane Roder Figueira
This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.
- The author(s) authorize the publication of the article in the journal;
- The author(s) ensure that the contribution is original and unpublished and is not being evaluated in other journal(s);
- The journal is not responsible for the opinions, ideas and concepts expressed in the texts because they are the sole responsibility of the author(s);
- In case an article will be approved for publication, the author will sign the term of Cession of Copyright to the journal, according to the download form.